This is the Streaming Distributed Bootstrap, a statistical method for estimating uncertainty from finite sampling on bounded or unbounded data.
- The data may be bounded or unbounded.
- The data may be distributed.
- Bootstrap instances are distributed with (ie, local to) the data.
- Supports importance weighting.
- Supports ordinary bootstrap.
cd sdbootstrap
pip install [-e] .
Test it.
python
import sdbootstrap
Be sure to include the scripts in
PATH=$PATH:<path-to>/sdbootstrap/bin